{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Nuclei Image Segmentation Tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, we will implement a [UNet](https://arxiv.org/abs/1505.04597) to solve Kaggle's [2018 Data Science Bowl Competition](https://www.kaggle.com/c/data-science-bowl-2018). The challenge asks participants to find the location of nuclei from images of cells. In additional to `skorch`, this tutorial uses `matplotlib` for plotting, `torchvision` for image augmentation and Kaggle's offical cli to download data. Please follow [Kaggle's installation and configuration documentation](https://github.com/Kaggle/kaggle-api#installation) to install the kaggle cli. Next, navigate to the [competition page](https://www.kaggle.com/c/data-science-bowl-2018), click on \"Late Submission\" and accept the terms and conditions to get access to the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from pathlib import Path\n",
    "import json\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.optim import SGD\n",
    "import torch.nn as nn\n",
    "from torch.nn.functional import binary_cross_entropy_with_logits\n",
    "\n",
    "from dataset import CellsDataset, PatchedDataset\n",
    "from model import UNet\n",
    "from utils import plot_cells, plot_masks, plot_mask_cells\n",
    "\n",
    "torch.manual_seed(0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We define the datasets training and validiation datasets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"train_valid_split.json\", \"r\") as fp:\n",
    "    train_valid_split = json.load(fp)\n",
    "\n",
    "train_dirs = [Path(d) for d in train_valid_split[\"train_dirs\"]]\n",
    "valid_dirs = [Path(d) for d in train_valid_split[\"valid_dirs\"]]\n",
    "\n",
    "train_cell_ds = CellsDataset(train_dirs)\n",
    "valid_cell_ds = CellsDataset(valid_dirs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall the cell images come in different sizes, and fall in three different categories:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "type1_id, type2_id, type3_id = 13, 6, 25\n",
    "_ = plot_cells(valid_cell_ds[type1_id][0],\n",
    "           valid_cell_ds[type2_id][0],\n",
    "           valid_cell_ds[type3_id][0].crop((200, 200, 500, 500)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of the data is of Type 2. Training a single model to be able to find the nuclei for all types may not be the best option, but we will give it a try! For reference here are the corresponding masks for the above three types:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_masks(valid_cell_ds[type1_id][1],\n",
    "               valid_cell_ds[type2_id][1],\n",
    "               valid_cell_ds[type3_id][1].crop((200, 200, 500, 500)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to train a neutral net, each image we feed in must be the same size. For our dataset, we break our images up into 256x256 patches. The UNet architecture typically has a hard time dealing with objects on the edge of an image. In order to deal with this issue, we pad our images by 16 using reflection. The image augmentation is handled by `PatchedDataset`. Its implementation can be found in `dataset.py`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_ds = PatchedDataset(\n",
    "    train_cell_ds, patch_size=(256, 256), padding=16, random_flips=True)\n",
    "val_ds = PatchedDataset(\n",
    "    valid_cell_ds, patch_size=(256, 256), padding=16, random_flips=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining the Module"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we define the UNet module with the pretrained `VGG16_bn` as a feature encoder. The details of this module can be found in `model.py`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "module = UNet(pretrained=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The features generated by `VGG16_bn` are prefixed with `conv`. These weights will be frozen using skorch's `Freezer` callback, which restricts training to only our decoder layers. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skorch.callbacks import Freezer\n",
    "freezer = Freezer('conv*')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Approximating the IOU Metric"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The IOU metric compares two binary masks by dividing their intersection by their union. The UNet module outputs the logit of a probability mask for any given image. One option would be to define a threshold, to convert the predicted probability mask into a binary mask. In this tutorial, we will approximate the IOU metric that can handle the predicted probability mask:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def approximate_iou_metric(true_masks, predicted_logit_masks, padding=16):\n",
    "    true_masks = true_masks[:, padding:-padding, padding:-padding]\n",
    "    predicted_logit_masks = predicted_logit_masks[:, padding:-padding, padding:-padding]\n",
    "    predicted_masks = 1/(1+np.exp(-predicted_logit_masks))\n",
    "    \n",
    "    approx_intersect = np.sum(np.minimum(predicted_masks, true_masks), axis=(1,2))\n",
    "    approx_union = np.sum(np.maximum(predicted_masks, true_masks), axis=(1,2))\n",
    "    return np.mean(approx_intersect/approx_union)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For `skorch` to record this metric into its history, we create a `EpochScoring` that is our IOU metric:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skorch.callbacks import EpochScoring\n",
    "from skorch.utils import to_numpy\n",
    "\n",
    "def iou_scoring(net, ds, y):\n",
    "    predicted_logit_masks = net.predict(ds)\n",
    "    return approximate_iou_metric(y, predicted_logit_masks)\n",
    "\n",
    "iou_scoring = EpochScoring(iou_scoring, name='iou', lower_is_better=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Learning Rate Scheduler"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use a Cyclic Learning Rate scheduler to train our neutral network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skorch.callbacks import LRScheduler\n",
    "from skorch.callbacks.lr_scheduler import CyclicLR\n",
    "\n",
    "cyclicLR = LRScheduler(policy=CyclicLR, \n",
    "                       base_lr=0.002, \n",
    "                       max_lr=0.2,\n",
    "                       step_size_up=540,\n",
    "                       step_size_down=540)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Why is step_size_up 540?**\n",
    "\n",
    "Since we are using a batch size of 32, each epoch will have about 54 (`len(train_ds)//32`) training iterations. We are also setting `max_epochs` to 20, which gives a total of 1080 (`max_epochs*54`) training iterations. We construct our Cyclic Learning Rate policy to peak at the 10th epoch by setting `step_size_up` to 540. This can be shown with a plot of the learning rate:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(figsize=(10, 5))\n",
    "ax.set_title('Cyclic Learning Rate Scheduler')\n",
    "ax.set_xlabel('Training iteration')\n",
    "ax.set_ylabel('Learning Rate')\n",
    "_ = ax.plot(cyclicLR.simulate(1080, 0.002))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Custom Loss Module"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we have padded our images and mask, the loss function will need to ignore the padding when calculating the binary log loss. We define a `BCEWithLogitsLossPadding` to filter out the padding:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BCEWithLogitsLossPadding(nn.Module):\n",
    "    def __init__(self, padding=16):\n",
    "        super().__init__()\n",
    "        self.padding = padding\n",
    "\n",
    "    def forward(self, input, target):\n",
    "        input = input.squeeze_(\n",
    "            dim=1)[:, self.padding:-self.padding, self.padding:-self.padding]\n",
    "        target = target.squeeze_(\n",
    "            dim=1)[:, self.padding:-self.padding, self.padding:-self.padding]\n",
    "        return binary_cross_entropy_with_logits(input, target)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training Skorch NeutralNet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can define the `skorch` NeutralNet to train out UNet!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skorch.callbacks import Checkpoint\n",
    "from skorch.net import NeuralNet\n",
    "from skorch.helper import predefined_split\n",
    "\n",
    "net = NeuralNet(\n",
    "    module,\n",
    "    criterion=BCEWithLogitsLossPadding,\n",
    "    criterion__padding=16,\n",
    "    batch_size=32,\n",
    "    max_epochs=20,\n",
    "    optimizer=SGD,\n",
    "    optimizer__momentum=0.9,\n",
    "    iterator_train__shuffle=True,\n",
    "    iterator_train__num_workers=4,\n",
    "    iterator_valid__shuffle=False,\n",
    "    iterator_valid__num_workers=4,\n",
    "    train_split=predefined_split(val_ds),\n",
    "    callbacks=[freezer,\n",
    "               cyclicLR, \n",
    "               iou_scoring,\n",
    "               Checkpoint(f_params='best_params.pt')],\n",
    "    device='cuda',\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's highlight some parametesr in our `NeutralNet`:\n",
    "\n",
    "1. `criterion__padding=16` - Passes the padding to our `BCEWithLogitsLossPadding` initializer. \n",
    "2. `train_split=predefined_split(val_ds)` - Sets the `val_ds` to be the validation set during training.\n",
    "3. `callbacks=[..., Checkpoint(f_params='best_params.pt')]` - Saves the best parameters to `best_params.pt`.\n",
    "\n",
    "Next we train our UNet with the training dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  epoch     iou    train_loss    valid_loss    cp      dur\n",
      "-------  ------  ------------  ------------  ----  -------\n",
      "      1  \u001b[36m0.0841\u001b[0m        \u001b[32m0.4901\u001b[0m        \u001b[35m0.4193\u001b[0m     +  48.3133\n",
      "      2  \u001b[36m0.1483\u001b[0m        \u001b[32m0.3807\u001b[0m        \u001b[35m0.3332\u001b[0m     +  47.0032\n",
      "      3  \u001b[36m0.3019\u001b[0m        \u001b[32m0.2832\u001b[0m        \u001b[35m0.2309\u001b[0m     +  47.1726\n",
      "      4  \u001b[36m0.5223\u001b[0m        \u001b[32m0.1709\u001b[0m        \u001b[35m0.1376\u001b[0m     +  47.1193\n",
      "      5  \u001b[36m0.6145\u001b[0m        \u001b[32m0.1109\u001b[0m        \u001b[35m0.1003\u001b[0m     +  47.3325\n",
      "      6  \u001b[36m0.6808\u001b[0m        \u001b[32m0.0830\u001b[0m        \u001b[35m0.0861\u001b[0m     +  47.2606\n",
      "      7  \u001b[36m0.7023\u001b[0m        \u001b[32m0.0770\u001b[0m        \u001b[35m0.0657\u001b[0m     +  47.1468\n",
      "      8  \u001b[36m0.7221\u001b[0m        \u001b[32m0.0646\u001b[0m        \u001b[35m0.0597\u001b[0m     +  47.1609\n",
      "      9  \u001b[36m0.7606\u001b[0m        \u001b[32m0.0584\u001b[0m        \u001b[35m0.0555\u001b[0m     +  47.1527\n",
      "     10  0.7527        0.0604        \u001b[35m0.0525\u001b[0m     +  47.1369\n",
      "     11  0.7547        \u001b[32m0.0563\u001b[0m        0.0530        47.1609\n",
      "     12  \u001b[36m0.7717\u001b[0m        \u001b[32m0.0532\u001b[0m        \u001b[35m0.0505\u001b[0m     +  47.5021\n",
      "     13  0.7687        \u001b[32m0.0529\u001b[0m        \u001b[35m0.0504\u001b[0m     +  47.2477\n",
      "     14  \u001b[36m0.7741\u001b[0m        \u001b[32m0.0520\u001b[0m        \u001b[35m0.0499\u001b[0m     +  47.2537\n",
      "     15  \u001b[36m0.7751\u001b[0m        \u001b[32m0.0514\u001b[0m        \u001b[35m0.0494\u001b[0m     +  47.1066\n",
      "     16  \u001b[36m0.7772\u001b[0m        \u001b[32m0.0511\u001b[0m        0.0496        47.2605\n",
      "     17  0.7751        0.0512        0.0501        47.2993\n",
      "     18  \u001b[36m0.7781\u001b[0m        0.0519        0.0498        47.1884\n",
      "     19  0.7751        0.0515        \u001b[35m0.0492\u001b[0m     +  47.2531\n",
      "     20  \u001b[36m0.7873\u001b[0m        \u001b[32m0.0509\u001b[0m        \u001b[35m0.0490\u001b[0m     +  47.2091\n"
     ]
    }
   ],
   "source": [
    "net.fit(train_ds);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before we evaluate our model, we load the best weights into the `net` object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "net.load_params(f_params='best_params.pt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluating our model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we trained our model, lets see how we did with the three types presented at the beginning of this tutorial. Since our UNet module, is designed to output logits, we must convert these values to probabilities:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "val_masks = net.predict(val_ds).squeeze(1)\n",
    "val_prob_masks = 1/(1 + np.exp(-val_masks))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the predicted mask with its corresponding true mask and original image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask_cells = []\n",
    "for case_id in [45, 8, 81]:\n",
    "    cell, mask = val_ds[case_id]\n",
    "    mask_cells.append((mask, val_prob_masks[case_id], cell))\n",
    "\n",
    "_ = plot_mask_cells(mask_cells)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our UNet is able to predict the location of the nuclei for all three types of cell images!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Whats next?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, we used `skorch` to train a UNet to predict the location of nuclei in an image. There are still areas that can be improved with our solution:\n",
    "\n",
    "1. Since there are three types of images in our dataset, we can improve our results by having three different UNet models for each of the three types. \n",
    "2. We can use traditional image processing to fill in the holes that our UNet produced.\n",
    "3. Our loss function can include a loss analogous to the compeititon's metric of intersection over union."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
